TensorFlow Applications with Rajat Monga

Rajat Monga is a director of engineering at Google where he works on TensorFlow. TensorFlow is a framework for numerical computation developed at Google.

The majority of TensorFlow users are building machine learning applications such as image recognition, recommendation systems, and natural language processing–but TensorFlow is actually applicable to a broader range of scientific computation than just machine learning. TensorFlow has APIs for decision trees, support vector machines, and linear algebra libraries.

The current focus of the TensorFlow team is usability. There are thousands of engineers building data intensive applications with TensorFlow, but Rajat and the rest of the TensorFlow team would like to see millions more. In today’s show, Rajat and I discussed how TensorFlow is becoming more usable, as well as some of the developments in TensorFlow around edge computing, TensorFlow Hub, and TensorFlow.js, which allows TensorFlow to run in the browser.

Sponsors

Datadog was built to bring clarity to complex, dynamic applications—in the cloud, on-premises, in containers, or wherever they run. With beautiful dashboards, seamless integrations with more than 200 technologies, and distributed request tracing, Datadog provides deep, end-to-end visibility into the health and performance of modern applications. Visualize key metrics, set alerts to identify anomalies, and collaborate with your team to troubleshoot and fix issues fast. Try it yourself by starting a free, 14-day trial today. Listeners of this podcast will also receive a free Datadog T-shirt! softwareengineeringdaily.com/datadog

The octopus: a sea creature known for its intelligence and flexibility. Octopus Deploy: a friendly deployment automation tool for deploying applications like .NET apps, Java apps and more. Ask any developer and they’ll tell you it’s never fun pushing code at 5pm on a Friday then crossing your fingers hoping for the best. That’s where Octopus Deploy comes into the picture. Octopus Deploy is a friendly deployment automation tool, taking over where your build/CI server ends. Use Octopus to promote releases on-prem or to the cloud. Octopus integrates with your existing build pipeline–TFS and VSTS, Bamboo, TeamCity, and Jenkins. It integrates with AWS, Azure, and on-prem environments. Reliably and repeatedly deploy your .NET and Java apps and more. If you can package it, Octopus can deploy it! It’s quick and easy to install. Go to Octopus.com to trial Octopus free for 45 days. That’s Octopus.com

There’s no need to reinvent the wheel when it comes to making your app “realtime.” PubNub makes it simple, enabling you to build immersive and interactive experiences on the web, on mobile phones, embedded into hardware, and any other device connected to the Internet. With powerful APIs, and a robust global infrastructure, you can stream geolocation data, send chat messages, turn on your sprinklers, or rock your baby’s crib when they start crying (PubNub literally powers IoT cribs). 70 SDKs for web, mobile, IoT, and more means you can start streaming data in realtime without a ton of compatibility headaches, and no need to build your own SDKs from scratch. Go to PubNub.com/sedaily to get started. They offer a generous sandbox tier that’s free forever (until your app takes off).

GoCD is a continuous delivery tool created by ThoughtWorks. GoCD agents use Kubernetes to scale as needed. Check out gocd.org/sedaily and learn about how you can get started. GoCD was built with the learnings of the ThoughtWorks engineering team, who have talked about building the product in previous episodes of Software Engineering Daily. It’s great to see the continued progress on GoCD with the new Kubernetes integrations–and you can check it out for yourself at gocd.org/sedaily.